-
2
-
-
3042597440
-
Learning multi-label scene classification
-
Boutell M.R., Luo J., Shen X., Brown C.M. Learning multi-label scene classification. Pattern Recognition 2004, 37(9):1757-1771.
-
(2004)
Pattern Recognition
, vol.37
, Issue.9
, pp. 1757-1771
-
-
Boutell, M.R.1
Luo, J.2
Shen, X.3
Brown, C.M.4
-
3
-
-
67949108237
-
A tutorial on multi-label classification techniques
-
Springer, Berlin/Heidelberg, A. Abraham, A.E. Hassanien, V. Snasel (Eds.)
-
de Carvalho A.C.P.L.F., Freitas A.A. A tutorial on multi-label classification techniques. Function Approximation and Classification, Foundations of Computational Intelligence, vol. 5, Studies in Computational Intelligence 2009, 177-195. Springer, Berlin/Heidelberg. A. Abraham, A.E. Hassanien, V. Snasel (Eds.).
-
(2009)
Function Approximation and Classification, Foundations of Computational Intelligence, vol. 5, Studies in Computational Intelligence
, pp. 177-195
-
-
de Carvalho, A.C.P.L.F.1
Freitas, A.A.2
-
4
-
-
68949141664
-
Combining instance-based learning and logistic regression for multi-label classification
-
Cheng W., Hullermeier E. Combining instance-based learning and logistic regression for multi-label classification. Machine Learning 2009, 76(2/3):211-225.
-
(2009)
Machine Learning
, vol.76
, Issue.2-3
, pp. 211-225
-
-
Cheng, W.1
Hullermeier, E.2
-
5
-
-
84943242305
-
Knowledge discovery in multi-label phenotype data
-
Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery (PKDD2001), LNCS 2168, Freiburg, Baden-Württemberg, Germany
-
A. Clare, R.D. King, Knowledge discovery in multi-label phenotype data, in: Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery (PKDD2001), LNCS 2168, Freiburg, Baden-Württemberg, Germany, 2001, pp. 42-53.
-
(2001)
, pp. 42-53
-
-
Clare, A.1
King, R.D.2
-
6
-
-
8344282787
-
Learning multi-label alternative decision tree from texts and data
-
Proceedings of the 3rd International Conference on Machine Learning and Data Mining in Pattern Recognition (MLMD2003), LNCS 2734. Leipzig, Germany
-
F.D. Comite, R. Gilleron, M. Tommasi, Learning multi-label alternative decision tree from texts and data, in: Proceedings of the 3rd International Conference on Machine Learning and Data Mining in Pattern Recognition (MLMD2003), LNCS 2734. Leipzig, Germany, 2003, pp. 35-49.
-
(2003)
, pp. 35-49
-
-
Comite, F.D.1
Gilleron, R.2
Tommasi, M.3
-
7
-
-
77956522919
-
Bayes optimal multilabel classification via probabilistic classifier chains
-
Proceedings of the 27th International Conference on Machine Learning (ICML2010), Haifa, Israel
-
K. Dembczynski, W. Cheng, E. Hullermeier, Bayes optimal multilabel classification via probabilistic classifier chains, in: Proceedings of the 27th International Conference on Machine Learning (ICML2010), Haifa, Israel, 2010, pp. 279-286.
-
(2010)
, pp. 279-286
-
-
Dembczynski, K.1
Cheng, W.2
Hullermeier, E.3
-
8
-
-
29644438050
-
Statistical comparison of classifiers over multiple data sets
-
Demsar J. Statistical comparison of classifiers over multiple data sets. Journal of Machine Learning Research 2006, 7:1-30.
-
(2006)
Journal of Machine Learning Research
, vol.7
, pp. 1-30
-
-
Demsar, J.1
-
10
-
-
2542631648
-
A kernel method for multi-labelled classification
-
Proceedings of the 14th Conference on Neural Information Processing Systems (NIPS2001), Vancouver, British Columbia, Canada
-
A. Elisseeff, J. Weston, A kernel method for multi-labelled classification, in: Proceedings of the 14th Conference on Neural Information Processing Systems (NIPS2001), Vancouver, British Columbia, Canada, 2001, pp. 681-687.
-
(2001)
, pp. 681-687
-
-
Elisseeff, A.1
Weston, J.2
-
11
-
-
29144499905
-
Working set selection using second order information for training support vector machines
-
Fan R.E., Chen P.H., Lin C.J. Working set selection using second order information for training support vector machines. Journal of Machine Learning Research 2005, 6:1889-1918.
-
(2005)
Journal of Machine Learning Research
, vol.6
, pp. 1889-1918
-
-
Fan, R.E.1
Chen, P.H.2
Lin, C.J.3
-
12
-
-
52949105710
-
Multi-label classification via calibrated label ranking
-
Furnkranz J., Hullermeier E., Mencia E.L., Brinker K. Multi-label classification via calibrated label ranking. Machine Learning 2008, 73(2):133-153.
-
(2008)
Machine Learning
, vol.73
, Issue.2
, pp. 133-153
-
-
Furnkranz, J.1
Hullermeier, E.2
Mencia, E.L.3
Brinker, K.4
-
13
-
-
56449130630
-
Improved multi-label classification with neural networks
-
Proceedings of the 10th International Conference on Parallel Problem Solving from Nature (PPSN2008), LNCS 5199, Dortmund, Germany
-
R. Grodzicki, J. Mandziuk, L. Wang, Improved multi-label classification with neural networks, in: Proceedings of the 10th International Conference on Parallel Problem Solving from Nature (PPSN2008), LNCS 5199, Dortmund, Germany, 2008, pp. 409-416.
-
(2008)
, pp. 409-416
-
-
Grodzicki, R.1
Mandziuk, J.2
Wang, J.3
-
14
-
-
52949143827
-
Label ranking by learning pairwise preferences
-
Hullermeier E., Furnkranz J., Cheng W., Brinker K. Label ranking by learning pairwise preferences. Artificial Intelligence 2008, 172(16/17):1897-1916.
-
(2008)
Artificial Intelligence
, vol.172
, Issue.16-17
, pp. 1897-1916
-
-
Hullermeier, E.1
Furnkranz, J.2
Cheng, W.3
Brinker, K.4
-
15
-
-
56349123243
-
Calibrated rank-svm for multi-label image categorization
-
Proceedings of 2008 IEEE International Joint Conference on Neural Networks (IJCNN2008), Hongkong, China
-
A. Jiang, C. Wang, Y. Zhu, Calibrated rank-svm for multi-label image categorization, in: Proceedings of 2008 IEEE International Joint Conference on Neural Networks (IJCNN2008), Hongkong, China, 2008, pp. 1450-1455.
-
(2008)
, pp. 1450-1455
-
-
Jiang, A.1
Wang, C.2
Zhu, Y.3
-
16
-
-
84957069814
-
Text categorization with support vector machines: learning with many relevant features
-
Proceedings of the 10th European Conference on Machine Learning (ECML1998), LNCS 1398, Chemnitz, Germany
-
T. Joachims, Text categorization with support vector machines: learning with many relevant features, in: Proceedings of the 10th European Conference on Machine Learning (ECML1998), LNCS 1398, Chemnitz, Germany, 1998, pp. 137-142.
-
(1998)
, pp. 137-142
-
-
Joachims, T.1
-
17
-
-
35048886584
-
Automatic multi-label subject indexing in a multilingual environment
-
Proceeding of the 7th European Conference on Research and Advanced Technology for Digital Libraries (ECDL2003), LNCS 2769, Trondheim, Norway
-
B. Lauser, A. Hotho, Automatic multi-label subject indexing in a multilingual environment, in: Proceeding of the 7th European Conference on Research and Advanced Technology for Digital Libraries (ECDL2003), LNCS 2769, Trondheim, Norway, 2003, pp. 140-151.
-
(2003)
, pp. 140-151
-
-
Lauser, B.1
Hotho, A.2
-
18
-
-
77949276849
-
A fast multi-label classification algorithm based on double label support vector machine
-
Proceedings of 2009 International Conference on Computational Intelligence and Security (CIS2009), Beijing, China
-
J.Y. Li, J.H. Xu, A fast multi-label classification algorithm based on double label support vector machine, in: Proceedings of 2009 International Conference on Computational Intelligence and Security (CIS2009), vol. 2, Beijing, China, 2009, pp. 30-35.
-
(2009)
, vol.2
, pp. 30-35
-
-
Li, J.Y.1
Xu, J.H.2
-
19
-
-
80052934007
-
-
software and its implementation details, and multi-label data sets
-
C.J. Lin, LibSVM software and its implementation details, and multi-label data sets, 〈〉, 2010. http://www.csie.ntu.edu.tw/~cjlin/libsvm.
-
(2010)
-
-
Lin, C.J.1
Lib, S.V.M.2
-
20
-
-
56349095271
-
Pairwise learning of multilabel classifications with perceptrons
-
E.L. Mencia, J. Furnkranz, Pairwise learning of multilabel classifications with perceptrons, in: Proceedings of 2008 IEEE International Joint Conference on Neural Networks (IJCNN2008), Hongkong, China, 2008, pp. 2900-2907.
-
(2008)
Proceedings of 2008 IEEE International Joint Conference on Neural Networks (IJCNN2008), Hongkong, China
, pp. 2900-2907
-
-
Mencia, E.L.1
Furnkranz, J.2
-
21
-
-
33748368138
-
Combining microarray expression data and phylogenetic profiles to learn functional categories using support vector machines
-
P. Pavlidis, J. Weston, J. Cai, W.N. Grundy, Combining microarray expression data and phylogenetic profiles to learn functional categories using support vector machines, in: Proceedings of the 5th Annual international Conference on Computational Molecular Biology (RECOMB2001), Montreal, Canada, 2001, pp. 242-248.
-
(2001)
Proceedings of the 5th Annual international Conference on Computational Molecular Biology (RECOMB2001), Montreal, Canada
, pp. 242-248
-
-
Pavlidis, P.1
Weston, J.2
Cai, J.3
Grundy, W.N.4
-
22
-
-
40249097909
-
Paired comparisons method for solving multi-label learning problem
-
M. Petrovskiy, Paired comparisons method for solving multi-label learning problem, in: Proceedings of the 6th International Conference on Hybrid Intelligent Systems (HIS2006), Auckland, New Zealand, 2006, p. 42.
-
(2006)
Proceedings of the 6th International Conference on Hybrid Intelligent Systems (HIS2006), Auckland, New Zealand
, pp. 42
-
-
Petrovskiy, M.1
-
23
-
-
84880106608
-
A pruned problem transform method for multi-label classification
-
J. Read, A pruned problem transform method for multi-label classification, in: Proceeding of 2008 New Zealand Computer Science Research Student Conference (NZCSRS 2008), Christchurch, New Zealand, 2008, pp. 143-150.
-
(2008)
Proceeding of 2008 New Zealand Computer Science Research Student Conference (NZCSRS 2008), Christchurch, New Zealand
, pp. 143-150
-
-
Read, J.1
-
24
-
-
67049088703
-
Multi-label classification using ensembles of pruned sets
-
Pisa, Italy
-
J. Read, B. Pfahringer, G. Holmes, Multi-label classification using ensembles of pruned sets, in: Proceedings of the 8th IEEE International Conference on Data Mining (ICDM2008), Pisa, Italy, 2008, pp. 995-1000.
-
(2008)
Proceedings of the 8th IEEE International Conference on Data Mining (ICDM2008)
, pp. 995-1000
-
-
Read, J.1
Pfahringer, B.2
Holmes, G.3
-
25
-
-
70349968175
-
Classifier chain for multi-label classification
-
Proceedings of 2009 European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2009, Part II), LNAI 5782, Bled, Slovenia
-
J. Read, B. Pfahringer, G. Holmes, E. Frank, Classifier chain for multi-label classification, in: Proceedings of 2009 European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2009, Part II), LNAI 5782, Bled, Slovenia, 2009, pp. 254-269.
-
(2009)
, pp. 254-269
-
-
Read, J.1
Pfahringer, B.2
Holmes, G.3
Frank, E.4
-
26
-
-
0033905095
-
Boostexter: a boosting-based system for text categorization
-
Schapire R.E., Singer Y. Boostexter: a boosting-based system for text categorization. Machine Learning 2000, 39(2/3):135-168.
-
(2000)
Machine Learning
, vol.39
, Issue.2-3
, pp. 135-168
-
-
Schapire, R.E.1
Singer, Y.2
-
27
-
-
67349255290
-
Automated multi-label text categorization with VG-RAM weightless neural networks
-
Souza A.F.D., Pedroni F., Ovliveira E., Ciarelli P.M., Henrique W.F., Veronese L., Badue C. Automated multi-label text categorization with VG-RAM weightless neural networks. Neurocomputing 2009, 72(10/12):2209-2217.
-
(2009)
Neurocomputing
, vol.72
, Issue.10-12
, pp. 2209-2217
-
-
Souza, A.F.D.1
Pedroni, F.2
Ovliveira, E.3
Ciarelli, P.M.4
Henrique, W.F.5
Veronese, L.6
Badue, C.7
-
28
-
-
0942266514
-
Support vector data description
-
Tax D., Duan R.P.W. Support vector data description. Machine Learning 2004, 54(1):45-66.
-
(2004)
Machine Learning
, vol.54
, Issue.1
, pp. 45-66
-
-
Tax, D.1
Duan, R.P.W.2
-
29
-
-
84873447495
-
Multi-label classification of music into emotions
-
Proceedings of the 9th International Conference on Music Information Retrieval (ISMIR2008), Philadelphia, PA, USA
-
K. Trohidis, G. Tsoumakas, G. Kalliris, I. Vlahavas, Multi-label classification of music into emotions, in: Proceedings of the 9th International Conference on Music Information Retrieval (ISMIR2008), Philadelphia, PA, USA, 2008, pp. 325-330.
-
(2008)
, pp. 325-330
-
-
Trohidis, K.1
Tsoumakas, G.2
Kalliris, G.3
Vlahavas, I.4
-
31
-
-
38049123909
-
Random k-labelsets: an ensemble method for multi-label classification
-
Proceedings of the 18th European Conference on Machine Learning (ECML2007), LNCS 4701, Warsaw, Poland
-
G. Tsoumakas, I. Vlahavas, Random k-labelsets: an ensemble method for multi-label classification, in: Proceedings of the 18th European Conference on Machine Learning (ECML2007), LNCS 4701, Warsaw, Poland, 2007, pp. 406-417.
-
(2007)
, pp. 406-417
-
-
Tsoumakas, G.1
Vlahavas, I.2
-
32
-
-
84877995077
-
Learning from Multi-label Data
-
ECML/PKDD 2009 Tutorial, 〈〉
-
G. Tsoumakas, M.L. Zhang, Z.H. Zhou, Learning from Multi-label Data, in: ECML/PKDD 2009 Tutorial, 〈〉. http://www.ecmlpkdd2009.net/program/toturials/learning-from-multi-label-data.pdf.
-
-
-
Tsoumakas, G.1
Zhang, M.L.2
Zhou, Z.H.3
-
33
-
-
77956163078
-
Mining multi-label data
-
Springer, New York, O. Maimon, L. Rokach (Eds.)
-
Tsoumakas G., Katakis I., Vlahavas I. Mining multi-label data. Data Mining and Knowledge Discovery Handbook 2010, 667-685. Springer, New York. second ed. O. Maimon, L. Rokach (Eds.).
-
(2010)
Data Mining and Knowledge Discovery Handbook
, pp. 667-685
-
-
Tsoumakas, G.1
Katakis, I.2
Vlahavas, I.3
-
35
-
-
80052943434
-
-
Multi-label Datasets, 〈〉
-
G. Tsoumakas, Multi-label Datasets, 〈〉, 2010. http://mulan.sourceforge.net/datasets.html.
-
(2010)
-
-
Tsoumakas, G.1
-
37
-
-
45149090105
-
Parallel and sequential support vector machines for multi-label classification
-
Wang L., Chang M., Feng J. Parallel and sequential support vector machines for multi-label classification. International Journal of Information Technology 2005, 11(9):11-18.
-
(2005)
International Journal of Information Technology
, vol.11
, Issue.9
, pp. 11-18
-
-
Wang, L.1
Chang, M.2
Feng, J.3
-
38
-
-
45149109303
-
A multi-label classification algorithm based on triple class support vector machine
-
Proceedings of 2007 IEEE International Conference on Wavelet Analysis and Pattern Recognition (ICPRWA2007), Beijing, China
-
S.P. Wan, J.H. Xu, A multi-label classification algorithm based on triple class support vector machine, in: Proceedings of 2007 IEEE International Conference on Wavelet Analysis and Pattern Recognition (ICPRWA2007), Beijing, China, 2007, pp. 1447-1452.
-
(2007)
, pp. 1447-1452
-
-
Wan, S.P.1
Xu, J.H.2
-
39
-
-
77958544287
-
Constructing a fast algorithm for multi-label classification with support vector data description
-
San Jose, CA, USA
-
J.H. Xu, Constructing a fast algorithm for multi-label classification with support vector data description, in: Proceedings of 2010 IEEE Conference on Granular Computing (GrC2010), San Jose, CA, USA, 2010, pp. 817-821.
-
(2010)
Proceedings of 2010 IEEE Conference on Granular Computing (GrC2010)
, pp. 817-821
-
-
Xu, J.H.1
-
40
-
-
33748366796
-
Multilabel neural networks with application to function genomics and text categorization
-
Zhang M.L., Zhou Z.H. Multilabel neural networks with application to function genomics and text categorization. IEEE Transactions on Knowledge and Data Engineering 2006, 18(10):1338-1351.
-
(2006)
IEEE Transactions on Knowledge and Data Engineering
, vol.18
, Issue.10
, pp. 1338-1351
-
-
Zhang, M.L.1
Zhou, Z.H.2
-
41
-
-
33947681316
-
ML-kNN: a lazy learning approach to multi-label learning
-
Zhang M.L., Zhou Z.H. ML-kNN: a lazy learning approach to multi-label learning. Pattern Recognition 2007, 40(5):2038-2048.
-
(2007)
Pattern Recognition
, vol.40
, Issue.5
, pp. 2038-2048
-
-
Zhang, M.L.1
Zhou, Z.H.2
-
42
-
-
62649132781
-
ML-RBF: RBF neural networks for multi-label learning
-
Zhang M.L. ML-RBF: RBF neural networks for multi-label learning. Neural Processing Letters 2009, 29(2):61-74.
-
(2009)
Neural Processing Letters
, vol.29
, Issue.2
, pp. 61-74
-
-
Zhang, M.L.1
-
43
-
-
67650995440
-
Feature selection for multi-label naïve Bayes classification
-
Zhang M.L., Pena J.M., Robles V. Feature selection for multi-label naïve Bayes classification. Information Science 2009, 179(19):3218-3229.
-
(2009)
Information Science
, vol.179
, Issue.19
, pp. 3218-3229
-
-
Zhang, M.L.1
Pena, J.M.2
Robles, V.3
-
44
-
-
80052916201
-
-
Image Data Set, 〈〉
-
M.L. Zhang, Image Data Set, 〈〉, 2010. http://cse.seu.edu.cn/people/zhangml.
-
(2010)
-
-
Zhang, M.L.1
|